{"citations":{"source_mix":{"company_owned":14,"independent":30,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":38,"partial":5},"total_sources":44,"unique_domain_count":28},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Metal Roofing Installation Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","openai"],"predicate":"final_consensus_rank","qualifier":"Metal roofing installation","subject":"Englert Authorized Designer and Installer Network","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Englert Authorized Designer and Installer Network","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","kimi","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Englert Authorized Designer and Installer Network","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Englert Authorized Designer and Installer Network","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Englert Authorized Designer and Installer Network","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Englert Authorized Designer and Installer Network","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/roofing-services/metal-roofing-installation/englert-authorized-designer-and-installer-network.json","page_url":"https://homeservicesconsensusindex.com/roofing-services/metal-roofing-installation/englert-authorized-designer-and-installer-network","report_type":"fit_review","study_id":"HSCI-STUDY-29304A317991","title":"Englert Authorized Designer and Installer Network Review for Metal roofing installation"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","All included platforms evaluated fit, but platformmentions counts only platforms that named the entity during ranking discovery.","Do not resolve conflicting product names, pricing, or capabilities by guessing; describe the conflict and tell buyers what to verify.","The supplied URLs were collected from platform responses and were not independently validated by the writer stage.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Services Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"platforms_queried":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"stages":["ranking_discovery","fit_assessment","normalization","editorial_synthesis"],"version":"alias-table-1"},"provenance":{"generated_at":"2026-09-30 22:56:27.293976+00","research_date":"2026-09-30","source_snapshot_sha256":"2e4c13e90f70eb0b7b91cdcac920222258467de26faa56a921eb798e43bbc643","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":45,"qualified_finalists":8,"ranking_unit":"Roofing contractor or company brand"},"schema_version":4,"summary":"Englert Authorized Designer and Installer Network is a good fit for a homeowner installing a standing-seam metal roof, provided the specific local installer is verified and the written proposal names the exact panel, substrate, coating, seam method, and warranty. Two of seven platforms named the entity during the ranking stage (deepseek, openai), a 28.6% share of included platform responses, at an average listed rank of 5.0 and a best rank of 4. The strongest reason to consider it is manufacturer-backed standing-seam construction with concealed fasteners, documented testing, installer…","target_buyer":"A homeowner choosing to install a standing seam or metal panel roof instead of traditional asphalt shingles for durability and efficiency.","topic":{"base_category":"Roofing Services","category_criteria":["metal roofing specialization","material sourcing","seam and fastening quality","energy efficiency benefits","warranty on metal systems"],"geography":"United States","slug":"best-metal-roofing-installation-companies","title":"Best Metal Roofing Installation Companies","use_case":"Metal roofing installation"}}